{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch import nn\n",
    "import torch\n",
    "# 定义模型\n",
    "class Model(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Model, self).__init__()\n",
    "        self.lstm = nn.LSTM(input_size=1, hidden_size=6, num_layers=5, batch_first=True)\n",
    "        self.line = nn.Linear(in_features=6, out_features=1)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # x is input, size (batch_size, seq_len, input_size)\n",
    "        x, _ = self.lstm(x)\n",
    "        # x is output, size (batch_size, seq_len, hidden_size)\n",
    "        x = x[:, -1, :]\n",
    "        x = self.line(x)\n",
    "        x = x.view(-1, 1, 1)\n",
    "        return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = Model()\n",
    "model_status = torch.load(\"./model.pth\",map_location='cpu')\n",
    "model.load_state_dict(model_status)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import joblib\n",
    "data = pd.read_csv(\"./data.csv\",usecols=[\"x\"])\n",
    "# 归一化处理\n",
    "transer = joblib.load(\"./MinMaxScaler.pkl\")\n",
    "data_new = transer.fit_transform(data)\n",
    "def create_dataset(data:list, time_step: int):\n",
    "    arr_x, arr_y = [], []\n",
    "    for i in range(len(data) - time_step - 1):\n",
    "        x = data[i: i + time_step,0].tolist()\n",
    "        y = data[i + time_step,0].tolist()\n",
    "        arr_x.append(x)\n",
    "        arr_y.append(y)\n",
    "    return np.array(arr_x), np.array(arr_y)\n",
    "\n",
    "time_step = 8\n",
    "X, Y = create_dataset(data_new, time_step)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import TensorDataset, DataLoader\n",
    "X = torch.tensor(X.reshape(-1, time_step, 1), dtype=torch.float)\n",
    "Y = torch.tensor(Y.reshape(-1, 1, 1), dtype=torch.float)\n",
    "# 构建迭代器\n",
    "batch_size = 100\n",
    "tdatas = TensorDataset(X, Y)\n",
    "dloader = DataLoader(tdatas, batch_size=batch_size, num_workers=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "y_pred = []\n",
    "for data in dloader:\n",
    "    x,_ = data\n",
    "    y_pred += model(x).detach().numpy().squeeze().tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_true = Y.numpy().squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x21547d8d490>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.Figure(figsize=(80, 8), dpi=120)\n",
    "plt.plot(y_true[100000:100200], color=\"b\",label=\"真实数据\")\n",
    "plt.plot(y_pred[100000:100200], color=\"r\",label=\"预测数据\")\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21547dfdf70>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_true[1000:1100], color=\"b\")\n",
    "plt.plot(y_pred[1000:1100], color=\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21549fead90>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_true[1100:1200], color=\"b\")\n",
    "plt.plot(y_pred[1100:1200], color=\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x21549e9a640>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_true[1000:1200], color=\"b\")\n",
    "plt.plot(y_pred[1000:1200], color=\"r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "ret = np.array([y_true.tolist(),y_pred])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y_true</th>\n",
       "      <th>y_pred</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.148399</td>\n",
       "      <td>0.149298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.150178</td>\n",
       "      <td>0.151658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.146975</td>\n",
       "      <td>0.153673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.135231</td>\n",
       "      <td>0.149260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.141281</td>\n",
       "      <td>0.134846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102482</th>\n",
       "      <td>0.120285</td>\n",
       "      <td>0.128279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102483</th>\n",
       "      <td>0.129181</td>\n",
       "      <td>0.123910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102484</th>\n",
       "      <td>0.134164</td>\n",
       "      <td>0.134253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102485</th>\n",
       "      <td>0.129537</td>\n",
       "      <td>0.141653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102486</th>\n",
       "      <td>0.142705</td>\n",
       "      <td>0.135264</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102487 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          y_true    y_pred\n",
       "0       0.148399  0.149298\n",
       "1       0.150178  0.151658\n",
       "2       0.146975  0.153673\n",
       "3       0.135231  0.149260\n",
       "4       0.141281  0.134846\n",
       "...          ...       ...\n",
       "102482  0.120285  0.128279\n",
       "102483  0.129181  0.123910\n",
       "102484  0.134164  0.134253\n",
       "102485  0.129537  0.141653\n",
       "102486  0.142705  0.135264\n",
       "\n",
       "[102487 rows x 2 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ret = pd.DataFrame(ret.T,columns=[\"y_true\",\"y_pred\"])\n",
    "ret"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "ret.to_csv(\"./ret.csv\",index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "AI",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
